The good, the bad, and the ugly of atomistic learning for 'clusters-to-bulk' generalization. - Mikolaj J. Gawkowski; Mingjia Li 009; Benjamin X. Shi; Venkat Kapil (Mach. Learn. Sci. Technol., 2026)

MACE-POLAR-1: A Polarisable Electrostatic Foundation Model for Molecular Chemistry. - Ilyes Batatia; William J. Baldwin; Domantas Kuryla; Joseph Hart; Elliott Kasoar; Alin M. Elena; Harry Moore; Mikolaj J. Gawkowski; Benjamin X. Shi; Venkat Kapil; Panagiotis Kourtis; Ioan-Bogdan Magdau; et al. (CoRR, 2026)